Overview

Dataset statistics

Number of variables39
Number of observations10
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory3.2 KiB
Average record size in memory324.8 B

Variable types

Numeric32
Categorical7

Alerts

%Time is highly correlated with irr_PH and 35 other fieldsHigh correlation
irr_PH is highly correlated with %Time and 27 other fieldsHigh correlation
irr_EC is highly correlated with %Time and 25 other fieldsHigh correlation
irr_K is highly correlated with %Time and 23 other fieldsHigh correlation
irr_Ca is highly correlated with %Time and 28 other fieldsHigh correlation
irr_Mg is highly correlated with %Time and 25 other fieldsHigh correlation
irr_NO3 is highly correlated with %Time and 26 other fieldsHigh correlation
irr_Cl is highly correlated with %Time and 25 other fieldsHigh correlation
irr_SO4 is highly correlated with %Time and 22 other fieldsHigh correlation
irr_PO4 is highly correlated with %Time and 14 other fieldsHigh correlation
irr_Fe is highly correlated with %Time and 14 other fieldsHigh correlation
irr_Mn is highly correlated with %Time and 17 other fieldsHigh correlation
irr_Zn is highly correlated with %Time and 25 other fieldsHigh correlation
irr_B is highly correlated with %Time and 26 other fieldsHigh correlation
irr_Mo is highly correlated with irr_PH and 13 other fieldsHigh correlation
drain_PH is highly correlated with %Time and 26 other fieldsHigh correlation
drain_EC is highly correlated with %Time and 25 other fieldsHigh correlation
drain_K is highly correlated with %Time and 17 other fieldsHigh correlation
drain_Na is highly correlated with %Time and 29 other fieldsHigh correlation
drain_Ca is highly correlated with %Time and 22 other fieldsHigh correlation
drain_Mg is highly correlated with %Time and 22 other fieldsHigh correlation
drain_Si is highly correlated with %Time and 24 other fieldsHigh correlation
drain_NO3 is highly correlated with %Time and 28 other fieldsHigh correlation
drain_Cl is highly correlated with %Time and 27 other fieldsHigh correlation
drain_SO4 is highly correlated with %Time and 20 other fieldsHigh correlation
drain_PO4 is highly correlated with %Time and 23 other fieldsHigh correlation
drain_Fe is highly correlated with %Time and 19 other fieldsHigh correlation
drain_Mn is highly correlated with %Time and 28 other fieldsHigh correlation
drain_Zn is highly correlated with %Time and 27 other fieldsHigh correlation
drain_B is highly correlated with %Time and 26 other fieldsHigh correlation
drain_Cu is highly correlated with %Time and 24 other fieldsHigh correlation
drain_Mo is highly correlated with %Time and 21 other fieldsHigh correlation
irr_NH4 is highly correlated with %Time and 15 other fieldsHigh correlation
irr_Na is highly correlated with %Time and 17 other fieldsHigh correlation
irr_Si is highly correlated with %Time and 15 other fieldsHigh correlation
irr_HCO3 is highly correlated with %Time and 12 other fieldsHigh correlation
irr_Cu is highly correlated with irr_PH and 14 other fieldsHigh correlation
drain_NH4 is highly correlated with %Time and 14 other fieldsHigh correlation
drain_HCO3 is highly correlated with %Time and 25 other fieldsHigh correlation
%Time is uniformly distributed Uniform
%Time has unique values Unique
irr_EC has unique values Unique
irr_Ca has unique values Unique
irr_Mg has unique values Unique
irr_NO3 has unique values Unique
irr_Cl has unique values Unique
irr_PO4 has unique values Unique
irr_Fe has unique values Unique
drain_PH has unique values Unique
drain_K has unique values Unique
drain_Ca has unique values Unique
drain_Mg has unique values Unique
drain_Si has unique values Unique
drain_NO3 has unique values Unique
drain_Zn has unique values Unique
drain_B has unique values Unique

Reproduction

Analysis started2022-10-24 20:17:01.769143
Analysis finished2022-10-24 20:19:12.170751
Duration2 minutes and 10.4 seconds
Software versionpandas-profiling v3.4.0
Download configurationconfig.json

Variables

%Time
Real number (ℝ≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean43900.1
Minimum43836
Maximum43963
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum43836
5-th percentile43842.3
Q143867.75
median43900.5
Q343932.25
95-th percentile43957.6
Maximum43963
Range127
Interquartile range (IQR)64.5

Descriptive statistics

Standard deviation43.14433142
Coefficient of variation (CV)0.0009827843539
Kurtosis-1.233734989
Mean43900.1
Median Absolute Deviation (MAD)36
Skewness-0.01608843101
Sum439001
Variance1861.433333
MonotonicityStrictly increasing
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
438361
10.0%
438501
10.0%
438641
10.0%
438791
10.0%
438931
10.0%
439081
10.0%
439211
10.0%
439361
10.0%
439511
10.0%
439631
10.0%
ValueCountFrequency (%)
438361
10.0%
438501
10.0%
438641
10.0%
438791
10.0%
438931
10.0%
439081
10.0%
439211
10.0%
439361
10.0%
439511
10.0%
439631
10.0%
ValueCountFrequency (%)
439631
10.0%
439511
10.0%
439361
10.0%
439211
10.0%
439081
10.0%
438931
10.0%
438791
10.0%
438641
10.0%
438501
10.0%
438361
10.0%

irr_PH
Real number (ℝ≥0)

HIGH CORRELATION

Distinct8
Distinct (%)80.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.32
Minimum4.7
Maximum6
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum4.7
5-th percentile4.745
Q14.9
median5.35
Q35.675
95-th percentile5.865
Maximum6
Range1.3
Interquartile range (IQR)0.775

Descriptive statistics

Standard deviation0.4442221666
Coefficient of variation (CV)0.08350040726
Kurtosis-1.223528971
Mean5.32
Median Absolute Deviation (MAD)0.35
Skewness-0.1182601584
Sum53.2
Variance0.1973333333
MonotonicityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
4.82
20.0%
5.72
20.0%
5.31
10.0%
5.21
10.0%
4.71
10.0%
5.41
10.0%
5.61
10.0%
61
10.0%
ValueCountFrequency (%)
4.71
10.0%
4.82
20.0%
5.21
10.0%
5.31
10.0%
5.41
10.0%
5.61
10.0%
5.72
20.0%
61
10.0%
ValueCountFrequency (%)
61
10.0%
5.72
20.0%
5.61
10.0%
5.41
10.0%
5.31
10.0%
5.21
10.0%
4.82
20.0%
4.71
10.0%

irr_EC
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.54
Minimum2.9
Maximum4.3
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum2.9
5-th percentile2.945
Q13.175
median3.55
Q33.85
95-th percentile4.165
Maximum4.3
Range1.4
Interquartile range (IQR)0.675

Descriptive statistics

Standard deviation0.4550946178
Coefficient of variation (CV)0.1285578016
Kurtosis-0.8461486213
Mean3.54
Median Absolute Deviation (MAD)0.4
Skewness0.1174117959
Sum35.4
Variance0.2071111111
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
4.31
10.0%
41
10.0%
3.91
10.0%
3.71
10.0%
3.51
10.0%
3.41
10.0%
3.11
10.0%
2.91
10.0%
3.61
10.0%
31
10.0%
ValueCountFrequency (%)
2.91
10.0%
31
10.0%
3.11
10.0%
3.41
10.0%
3.51
10.0%
3.61
10.0%
3.71
10.0%
3.91
10.0%
41
10.0%
4.31
10.0%
ValueCountFrequency (%)
4.31
10.0%
41
10.0%
3.91
10.0%
3.71
10.0%
3.61
10.0%
3.51
10.0%
3.41
10.0%
3.11
10.0%
31
10.0%
2.91
10.0%

irr_NH4
Categorical

HIGH CORRELATION

Distinct5
Distinct (%)50.0%
Missing0
Missing (%)0.0%
Memory size208.0 B
1.1
1.3
1.2
0.8
1.4

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters30
Distinct characters7
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1 ?
Unique (%)10.0%

Sample

1st row1.1
2nd row1.1
3rd row1.3
4th row1.4
5th row1.1

Common Values

ValueCountFrequency (%)
1.13
30.0%
1.32
20.0%
1.22
20.0%
0.82
20.0%
1.41
 
10.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
1.13
30.0%
1.32
20.0%
1.22
20.0%
0.82
20.0%
1.41
 
10.0%

Most occurring characters

ValueCountFrequency (%)
111
36.7%
.10
33.3%
32
 
6.7%
22
 
6.7%
02
 
6.7%
82
 
6.7%
41
 
3.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number20
66.7%
Other Punctuation10
33.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
111
55.0%
32
 
10.0%
22
 
10.0%
02
 
10.0%
82
 
10.0%
41
 
5.0%
Other Punctuation
ValueCountFrequency (%)
.10
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common30
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
111
36.7%
.10
33.3%
32
 
6.7%
22
 
6.7%
02
 
6.7%
82
 
6.7%
41
 
3.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII30
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
111
36.7%
.10
33.3%
32
 
6.7%
22
 
6.7%
02
 
6.7%
82
 
6.7%
41
 
3.3%

irr_K
Real number (ℝ≥0)

HIGH CORRELATION

Distinct9
Distinct (%)90.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.91
Minimum9.1
Maximum15.2
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum9.1
5-th percentile9.19
Q111.075
median11.45
Q313.375
95-th percentile14.48
Maximum15.2
Range6.1
Interquartile range (IQR)2.3

Descriptive statistics

Standard deviation1.949615347
Coefficient of variation (CV)0.163695663
Kurtosis-0.6577298592
Mean11.91
Median Absolute Deviation (MAD)1.9
Skewness0.09796026118
Sum119.1
Variance3.801
MonotonicityNot monotonic
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
11.32
20.0%
15.21
10.0%
11.61
10.0%
13.31
10.0%
13.41
10.0%
111
10.0%
9.31
10.0%
13.61
10.0%
9.11
10.0%
ValueCountFrequency (%)
9.11
10.0%
9.31
10.0%
111
10.0%
11.32
20.0%
11.61
10.0%
13.31
10.0%
13.41
10.0%
13.61
10.0%
15.21
10.0%
ValueCountFrequency (%)
15.21
10.0%
13.61
10.0%
13.41
10.0%
13.31
10.0%
11.61
10.0%
11.32
20.0%
111
10.0%
9.31
10.0%
9.11
10.0%

irr_Na
Categorical

HIGH CORRELATION

Distinct3
Distinct (%)30.0%
Missing0
Missing (%)0.0%
Memory size208.0 B
0.3
0.4
0.2

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters30
Distinct characters5
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.3
2nd row0.3
3rd row0.3
4th row0.4
5th row0.4

Common Values

ValueCountFrequency (%)
0.36
60.0%
0.42
 
20.0%
0.22
 
20.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.36
60.0%
0.42
 
20.0%
0.22
 
20.0%

Most occurring characters

ValueCountFrequency (%)
010
33.3%
.10
33.3%
36
20.0%
42
 
6.7%
22
 
6.7%

Most occurring categories

ValueCountFrequency (%)
Decimal Number20
66.7%
Other Punctuation10
33.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
010
50.0%
36
30.0%
42
 
10.0%
22
 
10.0%
Other Punctuation
ValueCountFrequency (%)
.10
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common30
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
010
33.3%
.10
33.3%
36
20.0%
42
 
6.7%
22
 
6.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII30
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
010
33.3%
.10
33.3%
36
20.0%
42
 
6.7%
22
 
6.7%

irr_Ca
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.84
Minimum5.6
Maximum10.2
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum5.6
5-th percentile5.87
Q16.425
median7.9
Q39.275
95-th percentile10.02
Maximum10.2
Range4.6
Interquartile range (IQR)2.85

Descriptive statistics

Standard deviation1.649376987
Coefficient of variation (CV)0.2103797177
Kurtosis-1.526698081
Mean7.84
Median Absolute Deviation (MAD)1.6
Skewness0.1613685002
Sum78.4
Variance2.720444444
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
9.61
10.0%
9.81
10.0%
10.21
10.0%
8.21
10.0%
7.61
10.0%
6.51
10.0%
5.61
10.0%
6.41
10.0%
8.31
10.0%
6.21
10.0%
ValueCountFrequency (%)
5.61
10.0%
6.21
10.0%
6.41
10.0%
6.51
10.0%
7.61
10.0%
8.21
10.0%
8.31
10.0%
9.61
10.0%
9.81
10.0%
10.21
10.0%
ValueCountFrequency (%)
10.21
10.0%
9.81
10.0%
9.61
10.0%
8.31
10.0%
8.21
10.0%
7.61
10.0%
6.51
10.0%
6.41
10.0%
6.21
10.0%
5.61
10.0%

irr_Mg
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.97
Minimum1.9
Maximum4.9
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum1.9
5-th percentile1.945
Q12.2
median2.75
Q33.425
95-th percentile4.54
Maximum4.9
Range3
Interquartile range (IQR)1.225

Descriptive statistics

Standard deviation0.9718824803
Coefficient of variation (CV)0.3272331584
Kurtosis0.1645679392
Mean2.97
Median Absolute Deviation (MAD)0.7
Skewness0.8878569357
Sum29.7
Variance0.9445555556
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
4.91
10.0%
4.11
10.0%
3.51
10.0%
2.81
10.0%
2.51
10.0%
1.91
10.0%
21
10.0%
2.71
10.0%
3.21
10.0%
2.11
10.0%
ValueCountFrequency (%)
1.91
10.0%
21
10.0%
2.11
10.0%
2.51
10.0%
2.71
10.0%
2.81
10.0%
3.21
10.0%
3.51
10.0%
4.11
10.0%
4.91
10.0%
ValueCountFrequency (%)
4.91
10.0%
4.11
10.0%
3.51
10.0%
3.21
10.0%
2.81
10.0%
2.71
10.0%
2.51
10.0%
2.11
10.0%
21
10.0%
1.91
10.0%

irr_Si
Categorical

HIGH CORRELATION

Distinct3
Distinct (%)30.0%
Missing0
Missing (%)0.0%
Memory size208.0 B
0.09
0.01
0.009

Length

Max length5
Median length4
Mean length4.3
Min length4

Characters and Unicode

Total characters43
Distinct characters4
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.09
2nd row0.09
3rd row0.09
4th row0.09
5th row0.01

Common Values

ValueCountFrequency (%)
0.094
40.0%
0.013
30.0%
0.0093
30.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.094
40.0%
0.013
30.0%
0.0093
30.0%

Most occurring characters

ValueCountFrequency (%)
023
53.5%
.10
23.3%
97
 
16.3%
13
 
7.0%

Most occurring categories

ValueCountFrequency (%)
Decimal Number33
76.7%
Other Punctuation10
 
23.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
023
69.7%
97
 
21.2%
13
 
9.1%
Other Punctuation
ValueCountFrequency (%)
.10
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common43
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
023
53.5%
.10
23.3%
97
 
16.3%
13
 
7.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII43
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
023
53.5%
.10
23.3%
97
 
16.3%
13
 
7.0%

irr_NO3
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.47
Minimum14.1
Maximum21.7
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum14.1
5-th percentile14.82
Q116.15
median16.95
Q318.225
95-th percentile21.385
Maximum21.7
Range7.6
Interquartile range (IQR)2.075

Descriptive statistics

Standard deviation2.350437312
Coefficient of variation (CV)0.1345413458
Kurtosis0.1034237124
Mean17.47
Median Absolute Deviation (MAD)1.1
Skewness0.78213618
Sum174.7
Variance5.524555556
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
21.71
10.0%
211
10.0%
18.61
10.0%
161
10.0%
14.11
10.0%
17.11
10.0%
16.91
10.0%
16.61
10.0%
171
10.0%
15.71
10.0%
ValueCountFrequency (%)
14.11
10.0%
15.71
10.0%
161
10.0%
16.61
10.0%
16.91
10.0%
171
10.0%
17.11
10.0%
18.61
10.0%
211
10.0%
21.71
10.0%
ValueCountFrequency (%)
21.71
10.0%
211
10.0%
18.61
10.0%
17.11
10.0%
171
10.0%
16.91
10.0%
16.61
10.0%
161
10.0%
15.71
10.0%
14.11
10.0%

irr_Cl
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.97
Minimum0.2
Maximum8.2
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum0.2
5-th percentile0.245
Q10.925
median4.8
Q36.375
95-th percentile7.75
Maximum8.2
Range8
Interquartile range (IQR)5.45

Descriptive statistics

Standard deviation3.091942935
Coefficient of variation (CV)0.7788269357
Kurtosis-1.858147595
Mean3.97
Median Absolute Deviation (MAD)2.9
Skewness-0.1080832334
Sum39.7
Variance9.560111111
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
5.71
10.0%
5.31
10.0%
8.21
10.0%
7.21
10.0%
6.61
10.0%
0.21
10.0%
0.31
10.0%
11
10.0%
4.31
10.0%
0.91
10.0%
ValueCountFrequency (%)
0.21
10.0%
0.31
10.0%
0.91
10.0%
11
10.0%
4.31
10.0%
5.31
10.0%
5.71
10.0%
6.61
10.0%
7.21
10.0%
8.21
10.0%
ValueCountFrequency (%)
8.21
10.0%
7.21
10.0%
6.61
10.0%
5.71
10.0%
5.31
10.0%
4.31
10.0%
11
10.0%
0.91
10.0%
0.31
10.0%
0.21
10.0%

irr_SO4
Real number (ℝ≥0)

HIGH CORRELATION

Distinct9
Distinct (%)90.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.87
Minimum3.5
Maximum8.7
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum3.5
5-th percentile3.59
Q13.775
median4.25
Q35.475
95-th percentile7.53
Maximum8.7
Range5.2
Interquartile range (IQR)1.7

Descriptive statistics

Standard deviation1.600729001
Coefficient of variation (CV)0.3286917866
Kurtosis3.179582888
Mean4.87
Median Absolute Deviation (MAD)0.55
Skewness1.747988046
Sum48.7
Variance2.562333333
MonotonicityNot monotonic
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
3.72
20.0%
8.71
10.0%
6.11
10.0%
4.41
10.0%
41
10.0%
3.51
10.0%
4.81
10.0%
4.11
10.0%
5.71
10.0%
ValueCountFrequency (%)
3.51
10.0%
3.72
20.0%
41
10.0%
4.11
10.0%
4.41
10.0%
4.81
10.0%
5.71
10.0%
6.11
10.0%
8.71
10.0%
ValueCountFrequency (%)
8.71
10.0%
6.11
10.0%
5.71
10.0%
4.81
10.0%
4.41
10.0%
4.11
10.0%
41
10.0%
3.72
20.0%
3.51
10.0%

irr_HCO3
Categorical

HIGH CORRELATION

Distinct4
Distinct (%)40.0%
Missing0
Missing (%)0.0%
Memory size208.0 B
0.09
0.1
0.2
0.3

Length

Max length4
Median length4
Mean length3.6
Min length3

Characters and Unicode

Total characters36
Distinct characters6
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique2 ?
Unique (%)20.0%

Sample

1st row0.09
2nd row0.09
3rd row0.09
4th row0.09
5th row0.1

Common Values

ValueCountFrequency (%)
0.096
60.0%
0.12
 
20.0%
0.21
 
10.0%
0.31
 
10.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.096
60.0%
0.12
 
20.0%
0.21
 
10.0%
0.31
 
10.0%

Most occurring characters

ValueCountFrequency (%)
016
44.4%
.10
27.8%
96
 
16.7%
12
 
5.6%
21
 
2.8%
31
 
2.8%

Most occurring categories

ValueCountFrequency (%)
Decimal Number26
72.2%
Other Punctuation10
 
27.8%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
016
61.5%
96
 
23.1%
12
 
7.7%
21
 
3.8%
31
 
3.8%
Other Punctuation
ValueCountFrequency (%)
.10
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common36
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
016
44.4%
.10
27.8%
96
 
16.7%
12
 
5.6%
21
 
2.8%
31
 
2.8%

Most occurring blocks

ValueCountFrequency (%)
ASCII36
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
016
44.4%
.10
27.8%
96
 
16.7%
12
 
5.6%
21
 
2.8%
31
 
2.8%

irr_PO4
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.946
Minimum2.14
Maximum4.2
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum2.14
5-th percentile2.167
Q12.5775
median2.72
Q33.2875
95-th percentile3.984
Maximum4.2
Range2.06
Interquartile range (IQR)0.71

Descriptive statistics

Standard deviation0.6613991903
Coefficient of variation (CV)0.2245075323
Kurtosis-0.2055123409
Mean2.946
Median Absolute Deviation (MAD)0.525
Skewness0.7009467722
Sum29.46
Variance0.4374488889
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
2.71
10.0%
2.21
10.0%
3.31
10.0%
4.21
10.0%
3.721
10.0%
3.251
10.0%
2.741
10.0%
2.551
10.0%
2.141
10.0%
2.661
10.0%
ValueCountFrequency (%)
2.141
10.0%
2.21
10.0%
2.551
10.0%
2.661
10.0%
2.71
10.0%
2.741
10.0%
3.251
10.0%
3.31
10.0%
3.721
10.0%
4.21
10.0%
ValueCountFrequency (%)
4.21
10.0%
3.721
10.0%
3.31
10.0%
3.251
10.0%
2.741
10.0%
2.71
10.0%
2.661
10.0%
2.551
10.0%
2.21
10.0%
2.141
10.0%

irr_Fe
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean25.91
Minimum19.6
Maximum35
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum19.6
5-th percentile19.915
Q123.25
median26.55
Q327.775
95-th percentile32.3
Maximum35
Range15.4
Interquartile range (IQR)4.525

Descriptive statistics

Standard deviation4.504183241
Coefficient of variation (CV)0.1738395693
Kurtosis0.752324174
Mean25.91
Median Absolute Deviation (MAD)2.5
Skewness0.5065897359
Sum259.1
Variance20.28766667
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
20.31
10.0%
19.61
10.0%
26.11
10.0%
27.11
10.0%
241
10.0%
351
10.0%
281
10.0%
271
10.0%
291
10.0%
231
10.0%
ValueCountFrequency (%)
19.61
10.0%
20.31
10.0%
231
10.0%
241
10.0%
26.11
10.0%
271
10.0%
27.11
10.0%
281
10.0%
291
10.0%
351
10.0%
ValueCountFrequency (%)
351
10.0%
291
10.0%
281
10.0%
27.11
10.0%
271
10.0%
26.11
10.0%
241
10.0%
231
10.0%
20.31
10.0%
19.61
10.0%

irr_Mn
Real number (ℝ≥0)

HIGH CORRELATION

Distinct7
Distinct (%)70.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean20.93
Minimum14
Maximum24
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum14
5-th percentile14.495
Q120
median22.65
Q323.675
95-th percentile24
Maximum24
Range10
Interquartile range (IQR)3.675

Descriptive statistics

Standard deviation3.679688997
Coefficient of variation (CV)0.1758093166
Kurtosis0.1354946919
Mean20.93
Median Absolute Deviation (MAD)1.35
Skewness-1.193657048
Sum209.3
Variance13.54011111
MonotonicityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
232
20.0%
242
20.0%
202
20.0%
15.11
10.0%
141
10.0%
22.31
10.0%
23.91
10.0%
ValueCountFrequency (%)
141
10.0%
15.11
10.0%
202
20.0%
22.31
10.0%
232
20.0%
23.91
10.0%
242
20.0%
ValueCountFrequency (%)
242
20.0%
23.91
10.0%
232
20.0%
22.31
10.0%
202
20.0%
15.11
10.0%
141
10.0%

irr_Zn
Real number (ℝ≥0)

HIGH CORRELATION

Distinct9
Distinct (%)90.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.85
Minimum2.3
Maximum6.3
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum2.3
5-th percentile2.435
Q13.4
median3.75
Q34.25
95-th percentile5.535
Maximum6.3
Range4
Interquartile range (IQR)0.85

Descriptive statistics

Standard deviation1.116791038
Coefficient of variation (CV)0.2900755942
Kurtosis1.930579709
Mean3.85
Median Absolute Deviation (MAD)0.45
Skewness0.9345101508
Sum38.5
Variance1.247222222
MonotonicityNot monotonic
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
3.42
20.0%
4.31
10.0%
2.31
10.0%
2.61
10.0%
4.61
10.0%
3.81
10.0%
3.71
10.0%
6.31
10.0%
4.11
10.0%
ValueCountFrequency (%)
2.31
10.0%
2.61
10.0%
3.42
20.0%
3.71
10.0%
3.81
10.0%
4.11
10.0%
4.31
10.0%
4.61
10.0%
6.31
10.0%
ValueCountFrequency (%)
6.31
10.0%
4.61
10.0%
4.31
10.0%
4.11
10.0%
3.81
10.0%
3.71
10.0%
3.42
20.0%
2.61
10.0%
2.31
10.0%

irr_B
Real number (ℝ≥0)

HIGH CORRELATION

Distinct9
Distinct (%)90.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean37.6
Minimum22
Maximum57
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum22
5-th percentile23.35
Q129.75
median39.5
Q344
95-th percentile52.05
Maximum57
Range35
Interquartile range (IQR)14.25

Descriptive statistics

Standard deviation10.71032731
Coefficient of variation (CV)0.2848491306
Kurtosis-0.3457227807
Mean37.6
Median Absolute Deviation (MAD)7
Skewness0.2000390344
Sum376
Variance114.7111111
MonotonicityNot monotonic
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
412
20.0%
461
10.0%
571
10.0%
451
10.0%
381
10.0%
251
10.0%
221
10.0%
321
10.0%
291
10.0%
ValueCountFrequency (%)
221
10.0%
251
10.0%
291
10.0%
321
10.0%
381
10.0%
412
20.0%
451
10.0%
461
10.0%
571
10.0%
ValueCountFrequency (%)
571
10.0%
461
10.0%
451
10.0%
412
20.0%
381
10.0%
321
10.0%
291
10.0%
251
10.0%
221
10.0%

irr_Cu
Categorical

HIGH CORRELATION

Distinct4
Distinct (%)40.0%
Missing0
Missing (%)0.0%
Memory size208.0 B
0.6
0.7
0.9
0.8

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters30
Distinct characters6
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique2 ?
Unique (%)20.0%

Sample

1st row0.7
2nd row0.6
3rd row0.6
4th row0.6
5th row0.6

Common Values

ValueCountFrequency (%)
0.65
50.0%
0.73
30.0%
0.91
 
10.0%
0.81
 
10.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.65
50.0%
0.73
30.0%
0.91
 
10.0%
0.81
 
10.0%

Most occurring characters

ValueCountFrequency (%)
010
33.3%
.10
33.3%
65
16.7%
73
 
10.0%
91
 
3.3%
81
 
3.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number20
66.7%
Other Punctuation10
33.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
010
50.0%
65
25.0%
73
 
15.0%
91
 
5.0%
81
 
5.0%
Other Punctuation
ValueCountFrequency (%)
.10
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common30
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
010
33.3%
.10
33.3%
65
16.7%
73
 
10.0%
91
 
3.3%
81
 
3.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII30
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
010
33.3%
.10
33.3%
65
16.7%
73
 
10.0%
91
 
3.3%
81
 
3.3%

irr_Mo
Real number (ℝ≥0)

HIGH CORRELATION

Distinct7
Distinct (%)70.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.346
Minimum0.1
Maximum0.6
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum0.1
5-th percentile0.1765
Q10.285
median0.3
Q30.4525
95-th percentile0.555
Maximum0.6
Range0.5
Interquartile range (IQR)0.1675

Descriptive statistics

Standard deviation0.1453883688
Coefficient of variation (CV)0.4201975976
Kurtosis0.06523016526
Mean0.346
Median Absolute Deviation (MAD)0.025
Skewness0.3497780391
Sum3.46
Variance0.02113777778
MonotonicityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0.33
30.0%
0.52
20.0%
0.311
 
10.0%
0.281
 
10.0%
0.271
 
10.0%
0.11
 
10.0%
0.61
 
10.0%
ValueCountFrequency (%)
0.11
 
10.0%
0.271
 
10.0%
0.281
 
10.0%
0.33
30.0%
0.311
 
10.0%
0.52
20.0%
0.61
 
10.0%
ValueCountFrequency (%)
0.61
 
10.0%
0.52
20.0%
0.311
 
10.0%
0.33
30.0%
0.281
 
10.0%
0.271
 
10.0%
0.11
 
10.0%

drain_PH
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.69
Minimum4.8
Maximum7.1
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum4.8
5-th percentile4.935
Q15.225
median5.45
Q36.2
95-th percentile6.83
Maximum7.1
Range2.3
Interquartile range (IQR)0.975

Descriptive statistics

Standard deviation0.7309810759
Coefficient of variation (CV)0.1284676759
Kurtosis-0.1540740245
Mean5.69
Median Absolute Deviation (MAD)0.3
Skewness0.9150317145
Sum56.9
Variance0.5343333333
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
6.51
10.0%
7.11
10.0%
6.41
10.0%
5.51
10.0%
5.21
10.0%
5.61
10.0%
5.41
10.0%
5.31
10.0%
5.11
10.0%
4.81
10.0%
ValueCountFrequency (%)
4.81
10.0%
5.11
10.0%
5.21
10.0%
5.31
10.0%
5.41
10.0%
5.51
10.0%
5.61
10.0%
6.41
10.0%
6.51
10.0%
7.11
10.0%
ValueCountFrequency (%)
7.11
10.0%
6.51
10.0%
6.41
10.0%
5.61
10.0%
5.51
10.0%
5.41
10.0%
5.31
10.0%
5.21
10.0%
5.11
10.0%
4.81
10.0%

drain_EC
Real number (ℝ≥0)

HIGH CORRELATION

Distinct8
Distinct (%)80.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.39
Minimum4.4
Maximum7.2
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum4.4
5-th percentile4.445
Q14.925
median5.15
Q35.6
95-th percentile6.93
Maximum7.2
Range2.8
Interquartile range (IQR)0.675

Descriptive statistics

Standard deviation0.892499611
Coefficient of variation (CV)0.1655843434
Kurtosis0.6751222177
Mean5.39
Median Absolute Deviation (MAD)0.4
Skewness1.136640393
Sum53.9
Variance0.7965555556
MonotonicityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
52
20.0%
5.32
20.0%
4.51
10.0%
4.41
10.0%
5.71
10.0%
6.61
10.0%
4.91
10.0%
7.21
10.0%
ValueCountFrequency (%)
4.41
10.0%
4.51
10.0%
4.91
10.0%
52
20.0%
5.32
20.0%
5.71
10.0%
6.61
10.0%
7.21
10.0%
ValueCountFrequency (%)
7.21
10.0%
6.61
10.0%
5.71
10.0%
5.32
20.0%
52
20.0%
4.91
10.0%
4.51
10.0%
4.41
10.0%

drain_NH4
Categorical

HIGH CORRELATION

Distinct2
Distinct (%)20.0%
Missing0
Missing (%)0.0%
Memory size208.0 B
0.09
0.1

Length

Max length4
Median length4
Mean length3.9
Min length3

Characters and Unicode

Total characters39
Distinct characters4
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1 ?
Unique (%)10.0%

Sample

1st row0.09
2nd row0.09
3rd row0.09
4th row0.09
5th row0.1

Common Values

ValueCountFrequency (%)
0.099
90.0%
0.11
 
10.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.099
90.0%
0.11
 
10.0%

Most occurring characters

ValueCountFrequency (%)
019
48.7%
.10
25.6%
99
23.1%
11
 
2.6%

Most occurring categories

ValueCountFrequency (%)
Decimal Number29
74.4%
Other Punctuation10
 
25.6%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
019
65.5%
99
31.0%
11
 
3.4%
Other Punctuation
ValueCountFrequency (%)
.10
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common39
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
019
48.7%
.10
25.6%
99
23.1%
11
 
2.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII39
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
019
48.7%
.10
25.6%
99
23.1%
11
 
2.6%

drain_K
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.71
Minimum2.2
Maximum18.6
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum2.2
5-th percentile3.235
Q112.125
median13.65
Q316.525
95-th percentile18.285
Maximum18.6
Range16.4
Interquartile range (IQR)4.4

Descriptive statistics

Standard deviation5.432505049
Coefficient of variation (CV)0.4274197521
Kurtosis0.4385818514
Mean12.71
Median Absolute Deviation (MAD)2.6
Skewness-1.104700283
Sum127.1
Variance29.51211111
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
17.11
10.0%
12.81
10.0%
2.21
10.0%
4.51
10.0%
11.91
10.0%
14.81
10.0%
17.91
10.0%
13.51
10.0%
13.81
10.0%
18.61
10.0%
ValueCountFrequency (%)
2.21
10.0%
4.51
10.0%
11.91
10.0%
12.81
10.0%
13.51
10.0%
13.81
10.0%
14.81
10.0%
17.11
10.0%
17.91
10.0%
18.61
10.0%
ValueCountFrequency (%)
18.61
10.0%
17.91
10.0%
17.11
10.0%
14.81
10.0%
13.81
10.0%
13.51
10.0%
12.81
10.0%
11.91
10.0%
4.51
10.0%
2.21
10.0%

drain_Na
Real number (ℝ≥0)

HIGH CORRELATION

Distinct8
Distinct (%)80.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.99
Minimum0.6
Maximum1.5
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum0.6
5-th percentile0.645
Q10.8
median0.95
Q31.1
95-th percentile1.455
Maximum1.5
Range0.9
Interquartile range (IQR)0.3

Descriptive statistics

Standard deviation0.2923088169
Coefficient of variation (CV)0.2952614312
Kurtosis-0.4804244543
Mean0.99
Median Absolute Deviation (MAD)0.15
Skewness0.5898957525
Sum9.9
Variance0.08544444444
MonotonicityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
1.12
20.0%
0.82
20.0%
0.61
10.0%
11
10.0%
1.41
10.0%
1.51
10.0%
0.71
10.0%
0.91
10.0%
ValueCountFrequency (%)
0.61
10.0%
0.71
10.0%
0.82
20.0%
0.91
10.0%
11
10.0%
1.12
20.0%
1.41
10.0%
1.51
10.0%
ValueCountFrequency (%)
1.51
10.0%
1.41
10.0%
1.12
20.0%
11
10.0%
0.91
10.0%
0.82
20.0%
0.71
10.0%
0.61
10.0%

drain_Ca
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16.38
Minimum10.6
Maximum22.7
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum10.6
5-th percentile11.86
Q113.675
median15
Q318.875
95-th percentile22.34
Maximum22.7
Range12.1
Interquartile range (IQR)5.2

Descriptive statistics

Standard deviation3.957215632
Coefficient of variation (CV)0.2415882559
Kurtosis-0.8815233298
Mean16.38
Median Absolute Deviation (MAD)2.55
Skewness0.423591195
Sum163.8
Variance15.65955556
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
10.61
10.0%
13.51
10.0%
18.51
10.0%
21.91
10.0%
22.71
10.0%
14.21
10.0%
13.41
10.0%
15.11
10.0%
14.91
10.0%
191
10.0%
ValueCountFrequency (%)
10.61
10.0%
13.41
10.0%
13.51
10.0%
14.21
10.0%
14.91
10.0%
15.11
10.0%
18.51
10.0%
191
10.0%
21.91
10.0%
22.71
10.0%
ValueCountFrequency (%)
22.71
10.0%
21.91
10.0%
191
10.0%
18.51
10.0%
15.11
10.0%
14.91
10.0%
14.21
10.0%
13.51
10.0%
13.41
10.0%
10.61
10.0%

drain_Mg
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.95
Minimum5.1
Maximum11.1
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum5.1
5-th percentile5.505
Q16.45
median7.4
Q39.85
95-th percentile10.65
Maximum11.1
Range6
Interquartile range (IQR)3.4

Descriptive statistics

Standard deviation2.070560847
Coefficient of variation (CV)0.2604479053
Kurtosis-1.562176491
Mean7.95
Median Absolute Deviation (MAD)1.7
Skewness0.2215474543
Sum79.5
Variance4.287222222
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
6.71
10.0%
11.11
10.0%
101
10.0%
10.11
10.0%
9.41
10.0%
61
10.0%
5.11
10.0%
6.61
10.0%
6.41
10.0%
8.11
10.0%
ValueCountFrequency (%)
5.11
10.0%
61
10.0%
6.41
10.0%
6.61
10.0%
6.71
10.0%
8.11
10.0%
9.41
10.0%
101
10.0%
10.11
10.0%
11.11
10.0%
ValueCountFrequency (%)
11.11
10.0%
10.11
10.0%
101
10.0%
9.41
10.0%
8.11
10.0%
6.71
10.0%
6.61
10.0%
6.41
10.0%
61
10.0%
5.11
10.0%

drain_Si
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.766
Minimum0.09
Maximum1.3
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum0.09
5-th percentile0.1845
Q10.5925
median0.795
Q31.0375
95-th percentile1.282
Maximum1.3
Range1.21
Interquartile range (IQR)0.445

Descriptive statistics

Standard deviation0.3922640834
Coefficient of variation (CV)0.5120941036
Kurtosis-0.535990217
Mean0.766
Median Absolute Deviation (MAD)0.26
Skewness-0.2448149317
Sum7.66
Variance0.1538711111
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
0.091
10.0%
0.31
10.0%
0.61
10.0%
1.31
10.0%
1.261
10.0%
0.821
10.0%
0.591
10.0%
0.791
10.0%
0.81
10.0%
1.111
10.0%
ValueCountFrequency (%)
0.091
10.0%
0.31
10.0%
0.591
10.0%
0.61
10.0%
0.791
10.0%
0.81
10.0%
0.821
10.0%
1.111
10.0%
1.261
10.0%
1.31
10.0%
ValueCountFrequency (%)
1.31
10.0%
1.261
10.0%
1.111
10.0%
0.821
10.0%
0.81
10.0%
0.791
10.0%
0.61
10.0%
0.591
10.0%
0.31
10.0%
0.091
10.0%

drain_NO3
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean22.44
Minimum6.5
Maximum46.1
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum6.5
5-th percentile8.66
Q114.35
median22.25
Q328.675
95-th percentile38.9
Maximum46.1
Range39.6
Interquartile range (IQR)14.325

Descriptive statistics

Standard deviation11.48014711
Coefficient of variation (CV)0.5115930087
Kurtosis0.771305657
Mean22.44
Median Absolute Deviation (MAD)7.4
Skewness0.7105637166
Sum224.4
Variance131.7937778
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
15.71
10.0%
6.51
10.0%
11.31
10.0%
13.91
10.0%
23.61
10.0%
20.91
10.0%
27.11
10.0%
30.11
10.0%
29.21
10.0%
46.11
10.0%
ValueCountFrequency (%)
6.51
10.0%
11.31
10.0%
13.91
10.0%
15.71
10.0%
20.91
10.0%
23.61
10.0%
27.11
10.0%
29.21
10.0%
30.11
10.0%
46.11
10.0%
ValueCountFrequency (%)
46.11
10.0%
30.11
10.0%
29.21
10.0%
27.11
10.0%
23.61
10.0%
20.91
10.0%
15.71
10.0%
13.91
10.0%
11.31
10.0%
6.51
10.0%

drain_Cl
Real number (ℝ≥0)

HIGH CORRELATION

Distinct9
Distinct (%)90.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.558
Minimum0.09
Maximum21.2
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum0.09
5-th percentile0.09
Q10.125
median5.95
Q311.5
95-th percentile20.66
Maximum21.2
Range21.11
Interquartile range (IQR)11.375

Descriptive statistics

Standard deviation8.154906907
Coefficient of variation (CV)1.078976833
Kurtosis-0.816584991
Mean7.558
Median Absolute Deviation (MAD)5.855
Skewness0.7391924618
Sum75.58
Variance66.50250667
MonotonicityNot monotonic
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
0.092
20.0%
7.61
10.0%
101
10.0%
121
10.0%
201
10.0%
21.21
10.0%
4.31
10.0%
0.11
10.0%
0.21
10.0%
ValueCountFrequency (%)
0.092
20.0%
0.11
10.0%
0.21
10.0%
4.31
10.0%
7.61
10.0%
101
10.0%
121
10.0%
201
10.0%
21.21
10.0%
ValueCountFrequency (%)
21.21
10.0%
201
10.0%
121
10.0%
101
10.0%
7.61
10.0%
4.31
10.0%
0.21
10.0%
0.11
10.0%
0.092
20.0%

drain_SO4
Real number (ℝ≥0)

HIGH CORRELATION

Distinct9
Distinct (%)90.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.6
Minimum9.9
Maximum23.4
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum9.9
5-th percentile10.395
Q111.375
median12.3
Q313.425
95-th percentile20.745
Maximum23.4
Range13.5
Interquartile range (IQR)2.05

Descriptive statistics

Standard deviation4.007492982
Coefficient of variation (CV)0.2946686016
Kurtosis3.900855525
Mean13.6
Median Absolute Deviation (MAD)1.1
Skewness1.958711508
Sum136
Variance16.06
MonotonicityNot monotonic
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
12.32
20.0%
13.51
10.0%
23.41
10.0%
17.51
10.0%
13.21
10.0%
11.61
10.0%
111
10.0%
11.31
10.0%
9.91
10.0%
ValueCountFrequency (%)
9.91
10.0%
111
10.0%
11.31
10.0%
11.61
10.0%
12.32
20.0%
13.21
10.0%
13.51
10.0%
17.51
10.0%
23.41
10.0%
ValueCountFrequency (%)
23.41
10.0%
17.51
10.0%
13.51
10.0%
13.21
10.0%
12.32
20.0%
11.61
10.0%
11.31
10.0%
111
10.0%
9.91
10.0%

drain_HCO3
Categorical

HIGH CORRELATION

Distinct5
Distinct (%)50.0%
Missing0
Missing (%)0.0%
Memory size208.0 B
0.09
0.1
1.4
1.3
1.0

Length

Max length4
Median length3.5
Mean length3.5
Min length3

Characters and Unicode

Total characters35
Distinct characters6
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique3 ?
Unique (%)30.0%

Sample

1st row1.4
2nd row1.3
3rd row1.0
4th row0.1
5th row0.1

Common Values

ValueCountFrequency (%)
0.095
50.0%
0.12
 
20.0%
1.41
 
10.0%
1.31
 
10.0%
1.01
 
10.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.095
50.0%
0.12
 
20.0%
1.41
 
10.0%
1.31
 
10.0%
1.01
 
10.0%

Most occurring characters

ValueCountFrequency (%)
013
37.1%
.10
28.6%
95
 
14.3%
15
 
14.3%
41
 
2.9%
31
 
2.9%

Most occurring categories

ValueCountFrequency (%)
Decimal Number25
71.4%
Other Punctuation10
 
28.6%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
013
52.0%
95
 
20.0%
15
 
20.0%
41
 
4.0%
31
 
4.0%
Other Punctuation
ValueCountFrequency (%)
.10
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common35
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
013
37.1%
.10
28.6%
95
 
14.3%
15
 
14.3%
41
 
2.9%
31
 
2.9%

Most occurring blocks

ValueCountFrequency (%)
ASCII35
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
013
37.1%
.10
28.6%
95
 
14.3%
15
 
14.3%
41
 
2.9%
31
 
2.9%

drain_PO4
Real number (ℝ≥0)

HIGH CORRELATION

Distinct9
Distinct (%)90.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.833
Minimum0.42
Maximum9.32
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum0.42
5-th percentile0.816
Q12.8
median5.795
Q36.0725
95-th percentile8.0105
Maximum9.32
Range8.9
Interquartile range (IQR)3.2725

Descriptive statistics

Standard deviation2.740807059
Coefficient of variation (CV)0.5671026399
Kurtosis-0.4038227898
Mean4.833
Median Absolute Deviation (MAD)0.605
Skewness-0.3567588698
Sum48.33
Variance7.512023333
MonotonicityNot monotonic
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
5.992
20.0%
21
10.0%
0.421
10.0%
1.31
10.0%
6.11
10.0%
9.321
10.0%
6.411
10.0%
5.61
10.0%
5.21
10.0%
ValueCountFrequency (%)
0.421
10.0%
1.31
10.0%
21
10.0%
5.21
10.0%
5.61
10.0%
5.992
20.0%
6.11
10.0%
6.411
10.0%
9.321
10.0%
ValueCountFrequency (%)
9.321
10.0%
6.411
10.0%
6.11
10.0%
5.992
20.0%
5.61
10.0%
5.21
10.0%
21
10.0%
1.31
10.0%
0.421
10.0%

drain_Fe
Real number (ℝ≥0)

HIGH CORRELATION

Distinct9
Distinct (%)90.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean30.26
Minimum18.3
Maximum53
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum18.3
5-th percentile19.56
Q125.05
median28.9
Q334
95-th percentile44.9
Maximum53
Range34.7
Interquartile range (IQR)8.95

Descriptive statistics

Standard deviation9.664505506
Coefficient of variation (CV)0.3193822044
Kurtosis3.096910297
Mean30.26
Median Absolute Deviation (MAD)5.3
Skewness1.422028345
Sum302.6
Variance93.40266667
MonotonicityNot monotonic
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
352
20.0%
27.81
10.0%
21.11
10.0%
18.31
10.0%
24.41
10.0%
311
10.0%
301
10.0%
271
10.0%
531
10.0%
ValueCountFrequency (%)
18.31
10.0%
21.11
10.0%
24.41
10.0%
271
10.0%
27.81
10.0%
301
10.0%
311
10.0%
352
20.0%
531
10.0%
ValueCountFrequency (%)
531
10.0%
352
20.0%
311
10.0%
301
10.0%
27.81
10.0%
271
10.0%
24.41
10.0%
21.11
10.0%
18.31
10.0%

drain_Mn
Real number (ℝ≥0)

HIGH CORRELATION

Distinct9
Distinct (%)90.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.49
Minimum0.8
Maximum27
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum0.8
5-th percentile0.935
Q15.3
median10.4
Q314.5
95-th percentile21.6
Maximum27
Range26.2
Interquartile range (IQR)9.2

Descriptive statistics

Standard deviation7.789087809
Coefficient of variation (CV)0.7425250532
Kurtosis1.181411327
Mean10.49
Median Absolute Deviation (MAD)4.6
Skewness0.8008789158
Sum104.9
Variance60.66988889
MonotonicityNot monotonic
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
152
20.0%
7.71
10.0%
0.81
10.0%
1.11
10.0%
4.51
10.0%
111
10.0%
9.81
10.0%
131
10.0%
271
10.0%
ValueCountFrequency (%)
0.81
10.0%
1.11
10.0%
4.51
10.0%
7.71
10.0%
9.81
10.0%
111
10.0%
131
10.0%
152
20.0%
271
10.0%
ValueCountFrequency (%)
271
10.0%
152
20.0%
131
10.0%
111
10.0%
9.81
10.0%
7.71
10.0%
4.51
10.0%
1.11
10.0%
0.81
10.0%

drain_Zn
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.5
Minimum3.7
Maximum13
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum3.7
5-th percentile3.745
Q15.875
median7.35
Q39.2
95-th percentile11.605
Maximum13
Range9.3
Interquartile range (IQR)3.325

Descriptive statistics

Standard deviation2.881357705
Coefficient of variation (CV)0.3841810273
Kurtosis0.01073184438
Mean7.5
Median Absolute Deviation (MAD)1.9
Skewness0.4375739294
Sum75
Variance8.302222222
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
5.71
10.0%
6.41
10.0%
3.71
10.0%
3.81
10.0%
6.51
10.0%
8.21
10.0%
9.51
10.0%
8.31
10.0%
9.91
10.0%
131
10.0%
ValueCountFrequency (%)
3.71
10.0%
3.81
10.0%
5.71
10.0%
6.41
10.0%
6.51
10.0%
8.21
10.0%
8.31
10.0%
9.51
10.0%
9.91
10.0%
131
10.0%
ValueCountFrequency (%)
131
10.0%
9.91
10.0%
9.51
10.0%
8.31
10.0%
8.21
10.0%
6.51
10.0%
6.41
10.0%
5.71
10.0%
3.81
10.0%
3.71
10.0%

drain_B
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct10
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean76.2
Minimum37
Maximum134
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum37
5-th percentile42.4
Q157
median67
Q391.25
95-th percentile124.55
Maximum134
Range97
Interquartile range (IQR)34.25

Descriptive statistics

Standard deviation30.16915275
Coefficient of variation (CV)0.3959206398
Kurtosis-0.05984780887
Mean76.2
Median Absolute Deviation (MAD)18.5
Skewness0.7797044809
Sum762
Variance910.1777778
MonotonicityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
491
10.0%
561
10.0%
931
10.0%
1341
10.0%
1131
10.0%
601
10.0%
371
10.0%
661
10.0%
681
10.0%
861
10.0%
ValueCountFrequency (%)
371
10.0%
491
10.0%
561
10.0%
601
10.0%
661
10.0%
681
10.0%
861
10.0%
931
10.0%
1131
10.0%
1341
10.0%
ValueCountFrequency (%)
1341
10.0%
1131
10.0%
931
10.0%
861
10.0%
681
10.0%
661
10.0%
601
10.0%
561
10.0%
491
10.0%
371
10.0%

drain_Cu
Real number (ℝ≥0)

HIGH CORRELATION

Distinct6
Distinct (%)60.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9
Minimum0.5
Maximum1.1
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum0.5
5-th percentile0.59
Q10.8
median0.95
Q31.075
95-th percentile1.1
Maximum1.1
Range0.6
Interquartile range (IQR)0.275

Descriptive statistics

Standard deviation0.2
Coefficient of variation (CV)0.2222222222
Kurtosis0.08035714286
Mean0.9
Median Absolute Deviation (MAD)0.15
Skewness-0.8333333333
Sum9
Variance0.04
MonotonicityNot monotonic
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
1.13
30.0%
12
20.0%
0.82
20.0%
0.91
 
10.0%
0.71
 
10.0%
0.51
 
10.0%
ValueCountFrequency (%)
0.51
 
10.0%
0.71
 
10.0%
0.82
20.0%
0.91
 
10.0%
12
20.0%
1.13
30.0%
ValueCountFrequency (%)
1.13
30.0%
12
20.0%
0.91
 
10.0%
0.82
20.0%
0.71
 
10.0%
0.51
 
10.0%

drain_Mo
Real number (ℝ≥0)

HIGH CORRELATION

Distinct6
Distinct (%)60.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.272
Minimum0.09
Maximum0.94
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size208.0 B

Quantile statistics

Minimum0.09
5-th percentile0.09
Q10.0925
median0.1
Q30.385
95-th percentile0.7915
Maximum0.94
Range0.85
Interquartile range (IQR)0.2925

Descriptive statistics

Standard deviation0.2996219841
Coefficient of variation (CV)1.101551412
Kurtosis1.619339145
Mean0.272
Median Absolute Deviation (MAD)0.01
Skewness1.591606479
Sum2.72
Variance0.08977333333
MonotonicityNot monotonic
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0.13
30.0%
0.093
30.0%
0.611
 
10.0%
0.941
 
10.0%
0.471
 
10.0%
0.131
 
10.0%
ValueCountFrequency (%)
0.093
30.0%
0.13
30.0%
0.131
 
10.0%
0.471
 
10.0%
0.611
 
10.0%
0.941
 
10.0%
ValueCountFrequency (%)
0.941
 
10.0%
0.611
 
10.0%
0.471
 
10.0%
0.131
 
10.0%
0.13
30.0%
0.093
30.0%

Interactions

Correlations

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

First rows

%Timeirr_PHirr_ECirr_NH4irr_Kirr_Nairr_Cairr_Mgirr_Siirr_NO3irr_Clirr_SO4irr_HCO3irr_PO4irr_Feirr_Mnirr_Znirr_Birr_Cuirr_Modrain_PHdrain_ECdrain_NH4drain_Kdrain_Nadrain_Cadrain_Mgdrain_Sidrain_NO3drain_Cldrain_SO4drain_HCO3drain_PO4drain_Fedrain_Mndrain_Zndrain_Bdrain_Cudrain_Mo
0438365.34.31.115.20.39.64.90.09021.75.78.70.092.7020.315.14.341.00.70.506.54.50.0917.10.610.66.70.0915.77.6013.51.402.0027.87.75.749.00.90.61
1438505.24.01.111.30.39.84.10.09021.05.36.10.092.2019.614.02.346.00.60.317.15.00.0912.81.113.511.10.306.510.0023.41.300.4221.10.86.456.00.70.94
2438644.83.91.311.60.310.23.50.09018.68.24.40.093.3026.122.32.657.00.60.286.44.40.092.21.018.510.00.6011.312.0017.51.001.3018.31.13.793.00.50.47
3438794.83.71.413.30.48.22.80.09016.07.24.00.094.2027.123.93.445.00.60.275.55.70.094.51.421.910.11.3013.920.0013.20.106.1024.44.53.8134.01.00.13
4438934.73.51.111.30.47.62.50.01014.16.63.50.103.7224.023.03.438.00.60.305.26.60.1011.91.522.79.41.2623.621.2011.60.109.3231.011.06.5113.01.10.10
5439085.43.41.313.40.36.51.90.00917.10.24.80.203.2535.024.04.625.00.70.305.65.00.0914.81.114.26.00.8220.94.3012.30.096.4135.09.88.260.01.10.10
6439215.63.11.211.00.25.62.00.00916.90.34.10.102.7428.020.03.822.00.60.305.45.30.0917.90.713.45.10.5927.10.1011.00.095.6030.013.09.537.01.10.10
7439365.72.91.29.30.36.42.70.00916.61.03.70.092.5527.020.03.732.00.70.105.35.30.0913.50.815.16.60.7930.10.0911.30.095.9927.015.08.366.00.80.09
8439516.03.60.813.60.38.33.20.01017.04.35.70.302.1429.023.06.341.00.90.605.14.90.0913.80.814.96.40.8029.20.099.90.095.2035.015.09.968.00.80.09
9439635.73.00.89.10.26.22.10.01015.70.93.70.092.6623.024.04.129.00.80.504.87.20.0918.60.919.08.11.1146.10.2012.30.095.9953.027.013.086.01.00.09

Last rows

%Timeirr_PHirr_ECirr_NH4irr_Kirr_Nairr_Cairr_Mgirr_Siirr_NO3irr_Clirr_SO4irr_HCO3irr_PO4irr_Feirr_Mnirr_Znirr_Birr_Cuirr_Modrain_PHdrain_ECdrain_NH4drain_Kdrain_Nadrain_Cadrain_Mgdrain_Sidrain_NO3drain_Cldrain_SO4drain_HCO3drain_PO4drain_Fedrain_Mndrain_Zndrain_Bdrain_Cudrain_Mo
0438365.34.31.115.20.39.64.90.09021.75.78.70.092.7020.315.14.341.00.70.506.54.50.0917.10.610.66.70.0915.77.6013.51.402.0027.87.75.749.00.90.61
1438505.24.01.111.30.39.84.10.09021.05.36.10.092.2019.614.02.346.00.60.317.15.00.0912.81.113.511.10.306.510.0023.41.300.4221.10.86.456.00.70.94
2438644.83.91.311.60.310.23.50.09018.68.24.40.093.3026.122.32.657.00.60.286.44.40.092.21.018.510.00.6011.312.0017.51.001.3018.31.13.793.00.50.47
3438794.83.71.413.30.48.22.80.09016.07.24.00.094.2027.123.93.445.00.60.275.55.70.094.51.421.910.11.3013.920.0013.20.106.1024.44.53.8134.01.00.13
4438934.73.51.111.30.47.62.50.01014.16.63.50.103.7224.023.03.438.00.60.305.26.60.1011.91.522.79.41.2623.621.2011.60.109.3231.011.06.5113.01.10.10
5439085.43.41.313.40.36.51.90.00917.10.24.80.203.2535.024.04.625.00.70.305.65.00.0914.81.114.26.00.8220.94.3012.30.096.4135.09.88.260.01.10.10
6439215.63.11.211.00.25.62.00.00916.90.34.10.102.7428.020.03.822.00.60.305.45.30.0917.90.713.45.10.5927.10.1011.00.095.6030.013.09.537.01.10.10
7439365.72.91.29.30.36.42.70.00916.61.03.70.092.5527.020.03.732.00.70.105.35.30.0913.50.815.16.60.7930.10.0911.30.095.9927.015.08.366.00.80.09
8439516.03.60.813.60.38.33.20.01017.04.35.70.302.1429.023.06.341.00.90.605.14.90.0913.80.814.96.40.8029.20.099.90.095.2035.015.09.968.00.80.09
9439635.73.00.89.10.26.22.10.01015.70.93.70.092.6623.024.04.129.00.80.504.87.20.0918.60.919.08.11.1146.10.2012.30.095.9953.027.013.086.01.00.09